{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.8.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import poppy\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import time\n",
    "poppy.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "matplotlib.rcParams['image.origin'] = 'lower'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "D = 2.\n",
    "wavelen = 1e-6\n",
    "ovsamp = 8\n",
    "\n",
    "# No FPM (control case)\n",
    "fftcoron_noFPM_osys = poppy.OpticalSystem(oversample=ovsamp)\n",
    "fftcoron_noFPM_osys.add_pupil( poppy.CircularAperture(radius=D/2) )\n",
    "fftcoron_noFPM_osys.add_image()\n",
    "fftcoron_noFPM_osys.add_pupil( poppy.CircularAperture(radius=0.9*D/2) )\n",
    "fftcoron_noFPM_osys.add_detector( pixelscale=0.025, fov_arcsec=4. )\n",
    "\n",
    "# Classical Lyot FPM, spot radius ~ 4 lam/D\n",
    "fftcoron_spotFPM_osys = poppy.OpticalSystem(oversample=ovsamp)\n",
    "fftcoron_spotFPM_osys.add_pupil( poppy.CircularAperture(radius=1.) )\n",
    "fftcoron_spotFPM_osys.add_image( poppy.CircularOcculter(radius=0.4) ) \n",
    "fftcoron_spotFPM_osys.add_pupil( poppy.CircularAperture(radius=0.9*D/2) )\n",
    "fftcoron_spotFPM_osys.add_detector( pixelscale=0.05, fov_arcsec=4. )\n",
    "\n",
    "# Annular diaphragm FPM, inner radius ~ 4 lam/D, outer rad ~ 16 lam/D\n",
    "fftcoron_annFPM_osys = poppy.OpticalSystem(oversample=ovsamp)\n",
    "fftcoron_annFPM_osys.add_pupil( poppy.CircularAperture(radius=D/2) )\n",
    "spot = poppy.CircularOcculter( radius=0.4  )\n",
    "diaphragm = poppy.InverseTransmission( poppy.CircularOcculter( radius=1.6 ) )\n",
    "annFPM = poppy.CompoundAnalyticOptic( opticslist = [diaphragm, spot] )\n",
    "fftcoron_annFPM_osys.add_image( annFPM )\n",
    "fftcoron_annFPM_osys.add_pupil( poppy.CircularAperture(radius=0.9*D/2) )\n",
    "fftcoron_annFPM_osys.add_detector( pixelscale=0.05, fov_arcsec=4. )\n",
    "\n",
    "# Re-cast as MFT coronagraph with annular diaphragm FPM\n",
    "matrixFTcoron_annFPM_osys = poppy.MatrixFTCoronagraph( fftcoron_annFPM_osys, occulter_box=diaphragm.uninverted_optic.radius_inner )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "noFPM_fft_psf = fftcoron_noFPM_osys.calc_psf(wavelen, display_intermediates=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "spotFPM_fft_psf = fftcoron_spotFPM_osys.calc_psf(wavelen, display_intermediates=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "t0_fft = time.time()\n",
    "annFPM_fft_psf, annFPM_fft_interm = fftcoron_annFPM_osys.calc_psf(wavelen, display_intermediates=True,\\\n",
    "                                                                 return_intermediates=True)\n",
    "t1_fft = time.time()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "t0_mft = time.time()\n",
    "annFPM_mft_psf, annFPM_mft_interm = matrixFTcoron_annFPM_osys.calc_psf(wavelen, display_intermediates=True,\\\n",
    "                                                                     return_intermediates=True)\n",
    "t1_mft = time.time()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,5))\n",
    "plt.subplot(121)\n",
    "poppy.display_psf(noFPM_fft_psf, vmax=1e-4, title='On-axis PSF, FPM removed, FFT propagation')\n",
    "plt.subplot(122)\n",
    "poppy.display_psf(spotFPM_fft_psf, vmin=1e-10, vmax=1e-7, title='On-axis PSF, classical spot FPM, FFT propagation')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Difference (MatrixFT - FFT)')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x252 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,3.5))\n",
    "plt.subplots_adjust(left=0.10, right=0.95, bottom=0.02, top=0.98, wspace=0.2, hspace=None)\n",
    "plt.subplot(131)\n",
    "ax_fft, cbar_fft = poppy.display_psf(annFPM_fft_psf, vmin=1e-10, vmax=1e-7, title='Annular FPM Lyot coronagraph, FFT',\n",
    "                                     return_ax=True)\n",
    "plt.subplot(132)\n",
    "poppy.display_psf(annFPM_mft_psf, vmin=1e-10, vmax=1e-7, title='Annular FPM Lyot coronagraph, Matrix FT')\n",
    "plt.subplot(133)\n",
    "diff_vmin = np.min(annFPM_mft_psf[0].data - annFPM_fft_psf[0].data)\n",
    "diff_vmax = np.max(annFPM_mft_psf[0].data - annFPM_fft_psf[0].data)\n",
    "poppy.display_psf_difference(annFPM_mft_psf, annFPM_fft_psf, vmin=diff_vmin, vmax=diff_vmax, cmap='gist_heat')\n",
    "plt.title('Difference (MatrixFT - FFT)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "System diffraction resolution element scale (lambda/D)  0.1031 arcsec\n",
      "Array width in first focal plane, FFT: 8192\n",
      "Array width in first focal plane, MatrixFT: 248\n",
      "Array width in Lyot plane, FFT: 8192\n",
      "Array width in Lyot plane, MatrixFT: 1024\n"
     ]
    }
   ],
   "source": [
    "import astropy.units as u\n",
    "lamoD_asec = (wavelen*u.m/fftcoron_annFPM_osys.planes[0].pupil_diam * u.radian).to(u.arcsec)\n",
    "print(\"System diffraction resolution element scale (lambda/D)  \"+ str(np.round(lamoD_asec,4)))\n",
    "print(\"Array width in first focal plane, FFT: %d\" % annFPM_fft_interm[1].amplitude.shape[0])\n",
    "print(\"Array width in first focal plane, MatrixFT: %d\" % annFPM_mft_interm[1].amplitude.shape[0])\n",
    "print(\"Array width in Lyot plane, FFT: %d\" % annFPM_fft_interm[2].amplitude.shape[0])\n",
    "print(\"Array width in Lyot plane, MatrixFT: %d\" % annFPM_mft_interm[2].amplitude.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum absolute value of difference between MatrixFT and FFT PSF intensity arrays: 2.80469e-08\n",
      "Root mean square of difference between MatrixFT and FFT PSF intensity arrays: 1.47103e-09\n",
      "Sum-of-squares difference between MatrixFT and FFT PSF intensity arrays: 8.86347e-13\n"
     ]
    }
   ],
   "source": [
    "SoS_res = np.sum( (annFPM_mft_psf[0].data - annFPM_fft_psf[0].data)**2 )\n",
    "print(\"Maximum absolute value of difference between MatrixFT and FFT PSF intensity arrays: %g\" % \\\n",
    "    np.max(np.abs(annFPM_mft_psf[0].data - annFPM_fft_psf[0].data)))\n",
    "print(\"Root mean square of difference between MatrixFT and FFT PSF intensity arrays: %g\" % \\\n",
    "    (np.sqrt(SoS_res/annFPM_mft_psf[0].data.shape[0]**2)))\n",
    "print(\"Sum-of-squares difference between MatrixFT and FFT PSF intensity arrays: %g\" % SoS_res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed time, FFT:  97.9 s\n",
      "Elapsed time, Matrix FT:  4.8 s\n"
     ]
    }
   ],
   "source": [
    "print(\"Elapsed time, FFT:  %.1f s\" % (t1_fft-t0_fft))\n",
    "print(\"Elapsed time, Matrix FT:  %.1f s\" % (t1_mft-t0_mft))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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